{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ZuabQVE-m7sr"
      },
      "source": [
        "# Deep-dive into trained models\n",
        "\n",
        "Recall the high-level structure of NeuralGCM models, from Figure 1 of the\n",
        "NeuralGCM paper:\n",
        "\n",
        "![](./_static/neuralgcm-flowchart.png)\n",
        "\n",
        "In code, trained models are encapsulated in a\n",
        "{py:class}`neuralgcm.PressureLevelModel` object. In particular, the\n",
        "{py:meth}`~neuralgcm.PressureLevelModel.encode`,\n",
        "{py:meth}`~neuralgcm.PressureLevelModel.decode`\n",
        "and {py:meth}`~neuralgcm.PressureLevelModel.advance` methods\n",
        "are learned transformations that were trained in NeuralGCM.\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "GQQwW0ZJm7st"
      },
      "source": [
        "## Loading a model"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "oEOYRkzym7st"
      },
      "source": [
        "Pre-trained NeuralGCM models can be loaded from checkpoint files saved to disk with the {py:meth}`~neuralgcm.PressureLevelModel.from_checkpoint` constructor, as shown in the {doc}`./inference_demo`. Here we'll use the very small (toy) model distributed as part of the `neuralgcm` Python package:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "kiU9pUFRm7st"
      },
      "outputs": [],
      "source": [
        "import jax\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "import neuralgcm\n",
        "import xarray\n",
        "\n",
        "checkpoint = neuralgcm.demo.load_checkpoint_tl63_stochastic()\n",
        "model = neuralgcm.PressureLevelModel.from_checkpoint(checkpoint)\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "HlN7AuORm7su"
      },
      "source": [
        "{doc}`./datasets` describes how to prepare data in detail. Here we'll load testing data already downsampled to the required resolution:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "id": "c_Mzf70Vm7su"
      },
      "outputs": [],
      "source": [
        "ds = neuralgcm.demo.load_data(model.data_coords)\n",
        "ds_init = ds.isel(time=0)\n",
        "inputs, forcings = model.data_from_xarray(ds_init)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "FxvFxn9Hm7su"
      },
      "source": [
        "## Encoding \u0026 decoding data\n",
        "\n",
        "{py:meth}`~neuralgcm.PressureLevelModel.encode` transforms input data (on pressure levels) into model variables (on sigma levels). To use it, pass in dictionaries of input and forcing data and, for stochastic models, a JAX [RNG key](https://jax.readthedocs.io/en/latest/jax.random.html) used to sample random noise:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "id": "Wk3bmGSWm7su"
      },
      "outputs": [],
      "source": [
        "encoded = model.encode(inputs, forcings, jax.random.key(0))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Is9fbw_hm7su"
      },
      "source": [
        "{py:meth}`~neuralgcm.PressureLevelModel.decode` can be used to convert back from model levels to pressure levels:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "id": "Yr3v5jDUm7sv"
      },
      "outputs": [],
      "source": [
        "decoded = model.decode(encoded, forcings)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "I75EOX5Tm7sv"
      },
      "source": [
        "Encoding/decoding is a lossy process, because NeuralGCM's encoded model state uses a different coordinate system. For this model, it introduces about 1 degree of error on average near the surface:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2RQusF5Lm7sv",
        "outputId": "0a43d975-d00e-4636-8353-536e67c88ac0"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Array(1.2640889, dtype=float32)"
            ]
          },
          "execution_count": 5,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "abs(inputs['temperature'][-1] - decoded['temperature'][-1]).mean()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "uUKDabVGm7sv"
      },
      "source": [
        "## Advancing in time"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "nRsHW252m7sv"
      },
      "source": [
        "{py:meth}`~neuralgcm.PressureLevelModel.advance` and {py:meth}`~neuralgcm.PressureLevelModel.unroll` allow for stepping encoded model state forward in time, using a combination of NeuralGCM dycore and learned physics."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "UF1sruHmm7sv"
      },
      "source": [
        "`advance` steps forward a single time-step in time, of size `model.timestep` (typically 30 or 60 minutes):"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "id": "IPCho2RCm7sv"
      },
      "outputs": [],
      "source": [
        "assert model.timestep == np.timedelta64(1, 'h')\n",
        "advanced = model.advance(encoded, forcings)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "U7RSjuT-m7sv"
      },
      "source": [
        "{py:meth}`~neuralgcm.PressureLevelModel.unroll` is the higher-level method for stepping forward multiple steps at once, with post-processing outputs at a given time interval:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "id": "IPJs16jFm7sv"
      },
      "outputs": [],
      "source": [
        "all_forcings = model.forcings_from_xarray(ds)\n",
        "advanced, outputs = model.unroll(encoded, all_forcings, steps=4, timedelta=np.timedelta64(1, 'h'))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "HTMWO7gzm7sw"
      },
      "source": [
        "Unlike forcings on `encoded`, `decode` and `advance`, the forcings argument to `unroll` should include a leading dimension. At each model time-step, the nearest forcing data in time is used to advance in time, which allows for controlling how forcings get updated over the course of a long time integration:\n",
        "\n",
        "- For persistence forcings (i.e., to keep sea surface temperature and sea ice concentration constant over the forecast period), simply supply a dataset with a `time` dimension of size 1, corresponding to the initial conditions.\n",
        "- For dynamic forcings, pass in a dataset to {py:meth}`~neuralgcm.PressureLevelModel.forcings_from_xarray` that changes over time at the desired time granularity. ERA5's sea surface temperature and sea ice concentration variables exclude the diurnal cycle and are updated only about once daily, so passing in hourly forcings is unnecessary."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "nZE1K_gFm7sw"
      },
      "source": [
        "The `advanced` state is the updated encoded state after taking all of the indicated time-steps (4 hours in this case), which could be fed back into `unroll` advance further in time. This allows for making very long time integrations without running out of memory, e.g., something like:\n",
        "\n",
        "```python\n",
        "t0 = np.datetime64(...)\n",
        "inputs, forcings = model.data_from_xarray(ds.sel(time=t0))\n",
        "state = model.encode(inputs, forcings, jax.random.key(0))\n",
        "\n",
        "dt = np.timedelta(24, 'h')  # save outputs once per day\n",
        "weeks = 52  # forecast one year in total\n",
        "steps = 7  # forecast one week at a time\n",
        "\n",
        "for w in range(weeks):\n",
        "    t = t0 + w * steps * dt\n",
        "    forcings = model.forcings_from_xarray(ds.sel(time=t))  # update forcings\n",
        "    state, outputs = model.unroll(state, forcings, steps=steps, timedelta=dt)\n",
        "    # save outputs to disk\n",
        "```"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "VM6bQ7sjm7sw"
      },
      "source": [
        "\n",
        "```{note}\n",
        "There is currently no public API for separating tendencies from dynamics and learned physics.\n",
        "```"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "vOnAtQOwm7sw"
      },
      "source": [
        "## JAX transformations (jit, grad, etc)\n",
        "\n",
        "{py:class}`neuralgcm.PressureLevelModel` objects are [JAX pytrees](https://jax.readthedocs.io/en/latest/pytrees.html), where the leaves are the learnable neural network parameters.\n",
        "\n",
        "This means you can compose NeuralGCM models with all of JAX's powerful transformations such `jit`, `grad` and `vmap`. Here's a simple example of fine-tuning our toy model with [Optax](https://optax.readthedocs.io/) to reduce reconstruction error:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "id": "mmhEurC3m7sw"
      },
      "outputs": [],
      "source": [
        "import jax\n",
        "import optax\n",
        "\n",
        "@jax.jit\n",
        "def compute_loss(model, inputs, forcings, rng):\n",
        "    encoded = model.encode(inputs, forcings, rng_key=rng)\n",
        "    restored = model.decode(encoded, forcings)\n",
        "    return abs(inputs['temperature'] - restored['temperature']).mean()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "yqbETIUmm7sw",
        "outputId": "080b0162-9576-4814-ba87-e3160bdc12d2"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Array(6.2256584, dtype=float32)"
            ]
          },
          "execution_count": 9,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "compute_loss(model, inputs, forcings, jax.random.key(0))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "uqRUwy7fm7sw",
        "outputId": "06b80595-18ec-48aa-daa3-acf82bac9974"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "i=0, loss=Array(6.2256584, dtype=float32)\n",
            "i=1, loss=Array(4.6704974, dtype=float32)\n",
            "i=2, loss=Array(3.8556812, dtype=float32)\n",
            "i=3, loss=Array(3.548563, dtype=float32)\n",
            "i=4, loss=Array(3.4335616, dtype=float32)\n"
          ]
        }
      ],
      "source": [
        "optimizer = optax.adam(1e-3)\n",
        "opt_model = model\n",
        "opt_state = optimizer.init(model)\n",
        "for i in range(5):\n",
        "    loss, grads = jax.value_and_grad(compute_loss)(\n",
        "        opt_model, inputs, forcings, jax.random.key(0)\n",
        "    )\n",
        "    updates, opt_state = optimizer.update(grads, opt_state)\n",
        "    opt_model = optax.apply_updates(opt_model, updates)\n",
        "    print(f'{i=}, {loss=}')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "rF8z5xLcm7sw"
      },
      "source": [
        "## Encoded model state"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ny_3QWDQm7sw"
      },
      "source": [
        "```{warning}\n",
        "There are no stable API guarantees for encoded model state, beyond the data being guaranteed to be a [JAX pytree](https://jax.readthedocs.io/en/latest/pytrees.html). Expect different models (especially in future versions of NeuralGCM) to store state in different ways.\n",
        "```"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Nax0U9eYm7sw"
      },
      "source": [
        "Model state is complex and nested, so we'll use [Treescope](https://treescope.readthedocs.io/) to visualize it:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "lCChqlUUoe43"
      },
      "outputs": [],
      "source": [
        "! pip install -q treescope"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 793
        },
        "id": "B1aqalK9m7sw",
        "outputId": "db146297-e8f0-4ca1-d832-960df3963b34"
      },
      "outputs": [
        {
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\u003ctreescope-run-here\u003e\u003cscript type=\"application/octet-stream\"\u003e const root = ( Array.from(document.getElementsByClassName( \"treescope_out_e5b48aba815a4d0ab6a3e4cfb028b3d8\")) .filter((elt) =\u003e !elt.dataset['step0']) )[0]; root.dataset['step0'] = 1; root.defns.insertContent( this.parentNode.querySelector('script[type=\"application/octet-stream\"]'), true ); this.parentNode.remove(); \u003c/script\u003e\u003c/treescope-run-here\u003e \u003c/div\u003e"
            ],
            "text/plain": [
              "\u003cIPython.core.display.HTML object\u003e"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "text/html": [
              "\u003cdiv style=\"display:none\"\u003e \u003cscript type=\"application/octet-stream\" 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\u003ctreescope-run-here\u003e\u003cscript type=\"application/octet-stream\"\u003e const root = ( Array.from(document.getElementsByClassName( \"treescope_out_e5b48aba815a4d0ab6a3e4cfb028b3d8\")) .filter((elt) =\u003e !elt.dataset['step1']) )[0]; root.dataset['step1'] = 1; root.defns.insertContent( this.parentNode.querySelector('script[type=\"application/octet-stream\"]'), true ); this.parentNode.remove(); \u003c/script\u003e\u003c/treescope-run-here\u003e \u003c/div\u003e"
            ],
            "text/plain": [
              "\u003cIPython.core.display.HTML object\u003e"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "import treescope\n",
        "\n",
        "treescope.display(encoded)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "J7r0KI3Vm7sw"
      },
      "source": [
        "Internally, model state is represented using a different set of variables (vorticity, divergence, temperature variation and log surface pressure) more appropriate to NeuralGCM's spectral dynamical core. Each variable is stored vertically on sigma levels and horizontally as spherical harmonic coefficients, and using Dinosaur's internal non-dimensional units rather than SI units.\n",
        "\n",
        "We can convert back using utility methods from Dinosaur and NeuralGCM:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "id": "TDq9ut2Lm7sw"
      },
      "outputs": [],
      "source": [
        "from dinosaur import spherical_harmonic\n",
        "\n",
        "nodal_vorticity = model.model_coords.horizontal.to_nodal(encoded.state.vorticity)\n",
        "nodal_divergence = model.model_coords.horizontal.to_nodal(encoded.state.divergence)\n",
        "\n",
        "nodal_u_wind, nodal_v_wind = spherical_harmonic.vor_div_to_uv_nodal(\n",
        "    model.model_coords.horizontal,\n",
        "    encoded.state.vorticity,\n",
        "    encoded.state.divergence,\n",
        ")\n",
        "\n",
        "encoded_ds = model.data_to_xarray(\n",
        "    {\n",
        "        'vorticity': model.from_nondim_units(nodal_vorticity, '1/s'),\n",
        "        'divergence': model.from_nondim_units(nodal_divergence, '1/s'),\n",
        "        'u_wind': model.from_nondim_units(nodal_u_wind, 'm/s'),\n",
        "        'v_wind': model.from_nondim_units(nodal_v_wind, 'm/s'),\n",
        "    },\n",
        "    times=None,\n",
        "    decoded=False,\n",
        ")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 236
        },
        "id": "kZQ75p9wm7sx",
        "outputId": "2f85a2b1-a0df-4987-ebf5-81be87d7ea80"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "\u003cFigure size 1204x230 with 4 Axes\u003e"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "encoded_ds.u_wind.sel(level=[0.1, 0.5, 0.9], method='nearest').plot.imshow(\n",
        "    x='longitude', y='latitude', col='level', aspect=1.6, size=2.3\n",
        ");"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "whkbOMslm7sx"
      },
      "source": [
        "You can also work with state in the spherical harmonic (modal) representation, which is sometimes convenient, e.g., for calculating power spectra. Here care should be taken to ensure that structural sparsity is handled properly, because many of the entries in these arrays are always fixed at zero:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 676
        },
        "id": "oK-SSTHGm7sx",
        "outputId": "19bf3c14-e375-4073-8042-9a07a13d46a6"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "\u003cFigure size 400x787.692 with 1 Axes\u003e"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "plt.matshow(encoded.state.temperature_variation[0] != 0);"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "zED0Xi1Xm7sx"
      },
      "source": [
        "The non-zero mask can be accessed programmatically:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "emLXi5SJm7sx",
        "outputId": "7640b620-0c15-4f82-ff12-fabbda089d32"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "array([[ True,  True,  True, ...,  True,  True,  True],\n",
              "       [False, False, False, ..., False, False, False],\n",
              "       [False,  True,  True, ...,  True,  True,  True],\n",
              "       ...,\n",
              "       [False, False, False, ...,  True,  True,  True],\n",
              "       [False, False, False, ..., False,  True,  True],\n",
              "       [False, False, False, ..., False,  True,  True]])"
            ]
          },
          "execution_count": 16,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "model.model_coords.horizontal.mask"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "XqLTe58Vm7sx"
      },
      "source": [
        "For more details, see the [source code](https://github.com/neuralgcm/dinosaur/blob/main/dinosaur/spherical_harmonic.py) for spherical harmonics in Dinosaur."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jPELfw3Cm7sx"
      },
      "source": [
        "## Random noise"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QvBQLjblm7sx"
      },
      "source": [
        "NeuralGCM stochastic models use JAX's [deterministic and explicit random number generation](https://jax.readthedocs.io/en/latest/jax.random.html).\n",
        "\n",
        "You can control noise via the `rng_key` argument in {py:meth}`~neuralgcm.PressureLevelModel.encode`, which is optional for deterministic models. To make multiple stochastic forecasts (as many as desired), simply pass in different RNG keys, e.g.,"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {
        "id": "lwVx2dI6m7s0"
      },
      "outputs": [],
      "source": [
        "encoded = model.encode(inputs, forcings, jax.random.key(0))\n",
        "encoded2 = model.encode(inputs, forcings, jax.random.key(1))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_iGwoQE1m7s0",
        "outputId": "8246e02c-bbd5-4a36-97a8-6b0c0c9fc8e4"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "(Array(-0.00401366, dtype=float32), Array(-0.00391874, dtype=float32))"
            ]
          },
          "execution_count": 18,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# slightly different average temperatures\n",
        "encoded.state.temperature_variation.mean(), encoded2.state.temperature_variation.mean()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "DO9mJzy6m7s0"
      },
      "source": [
        "Randomness in the learned physics is also controlled via the same `rng_key` argument, which initializes an RNG key on the model state. You can visualize the Gaussian random fields:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "RrBn45gDm7s0",
        "outputId": "b204cdba-26b7-45d4-f844-f77dbea9ee8d"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "\u003cFigure size 900x1000 with 11 Axes\u003e"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "xarray.DataArray(\n",
        "    encoded.randomness.nodal_value,\n",
        "    dims=['field', 'longitude', 'latitude'],\n",
        ").plot(x='longitude', y='latitude', col='field', col_wrap=2, aspect=2, size=2);"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_GT5DAuVm7s1"
      },
      "source": [
        "Adjusting random noise on an existing model state is also possible (on current stochastic NeuralGCM models) by replacing  `encoded.randomness.rng_key`, e.g.,"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "metadata": {
        "id": "1xkNBnV2m7s1"
      },
      "outputs": [],
      "source": [
        "encoded_with_new_rng = encoded.replace(randomness=encoded.randomness.replace(prng_key=jax.random.key(123)))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "wl2wM9pbm7s1"
      },
      "source": [
        "These fields will slowly diverge after advancing in time due to new noise being injected at each time step:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "metadata": {
        "id": "-L5qZ705m7s1"
      },
      "outputs": [],
      "source": [
        "advanced_with_new_rng = model.advance(encoded_with_new_rng, forcings)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "f6tdK-E9m7s1",
        "outputId": "a3da14bf-c88b-45e5-ee2e-37108aefb56e"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "(Array(-0.00416081, dtype=float32), Array(-0.00420048, dtype=float32))"
            ]
          },
          "execution_count": 22,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "advanced.state.temperature_variation.mean(), advanced_with_new_rng.state.temperature_variation.mean()"
      ]
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "gpuType": "A100",
      "provenance": []
    },
    "kernelspec": {
      "display_name": "dinosaur-new",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.11.7"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}
